Navigating more effective methods to enhance the photon utilization of photodetectors poses a significant challenge. This study initially investigates the impact of morphological alterations in 2H-MoS 2 on photodetector (PD) performance. The results reveal that compared to layered MoS 2 (MoS 2 NLs), MoS 2 nanotubes (MoS 2 NTs) impart a cavity enhancement effect through multiple light reflections. This structural feature significantly enhances the photodetection performance of the MoS 2 -based PDs. We further employ the heterojunction strategy to construct Y-TiOPc NPs:MoS 2 NTs, utilizing Y-TiOPc NPs (Ytype titanylphthalocyanine) as the vis−NIR photosensitizer and MoS 2 NTs as the photon absorption enhancer. This approach not only addresses the weak absorption of MoS 2 NTs in the near-infrared region but also enhances carrier generation, separation, and transport efficiency. Additionally, the band bending phenomenon induced by trapped-electrons at the interface between ITO and the photoactive layer significantly enhances the hole tunneling injection capability from the external circuit. By leveraging the synergistic effects of the aforementioned strategies, the PD based on Y-TiOPc NPs:MoS 2 NTs (Y:MT-PD) exhibits superior photodetection performance in the wavelength range of 365−940 nm compared to MoS 2 NLs-based PD and MoS 2 NTs-based PD. Particularly noteworthy are the peak values of key metrics for Y:MT-PD, such as EQE, R, and D* that are 4947.6%, 20588 mA/W, and 1.94 × 10 12 Jones, respectively. The multiperiod time-resolved photocurrent response curves of Y:MT-PD also surpass those of the other two PDs, displaying rapid, stable, and reproducible responses across all wavelengths. This study provides valuable insights for the further development of photoactive materials with a high photon utilization efficiency.